Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 583 |
| Missing cells | 4 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 13 |
| Duplicate rows (%) | 2.2% |
| Total size in memory | 75.1 KiB |
| Average record size in memory | 131.9 B |
Variable types
| NUM | 9 |
|---|---|
| BOOL | 1 |
Reproduction
| Analysis started | 2020-07-03 13:09:19.471133 |
|---|---|
| Analysis finished | 2020-07-03 13:09:30.964243 |
| Duration | 11.49 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 13 (2.2%) duplicate rows | Duplicates |
Age
Real number (ℝ≥0)
| Distinct count | 72 |
|---|---|
| Unique (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.74614065180103 |
|---|---|
| Minimum | 4 |
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 33 |
| median | 45 |
| Q3 | 58 |
| 95-th percentile | 72 |
| Maximum | 90 |
| Range | 86 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 16.1898333 |
|---|---|
| Coefficient of variation (CV) | 0.3618151883 |
| Kurtosis | -0.5600656409 |
| Mean | 44.74614065 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.02938531271 |
| Sum | 26087 |
| Variance | 262.1107024 |
| Value | Count | Frequency (%) | |
| 60 | 34 | 5.8% | |
| 45 | 25 | 4.3% | |
| 50 | 23 | 3.9% | |
| 42 | 21 | 3.6% | |
| 38 | 21 | 3.6% | |
| 32 | 20 | 3.4% | |
| 48 | 20 | 3.4% | |
| 55 | 18 | 3.1% | |
| 65 | 17 | 2.9% | |
| 40 | 17 | 2.9% | |
| 46 | 16 | 2.7% | |
| 33 | 15 | 2.6% | |
| 58 | 14 | 2.4% | |
| 75 | 14 | 2.4% | |
| 26 | 14 | 2.4% | |
| 66 | 12 | 2.1% | |
| 35 | 12 | 2.1% | |
| 18 | 11 | 1.9% | |
| 49 | 11 | 1.9% | |
| 36 | 11 | 1.9% | |
| 51 | 10 | 1.7% | |
| 30 | 10 | 1.7% | |
| 70 | 9 | 1.5% | |
| 62 | 9 | 1.5% | |
| 37 | 9 | 1.5% | |
| Other values (47) | 190 | 32.6% |
| Value | Count | Frequency (%) | |
| 4 | 2 | 0.3% | |
| 6 | 1 | 0.2% | |
| 7 | 2 | 0.3% | |
| 8 | 1 | 0.2% | |
| 10 | 1 | 0.2% | |
| 11 | 1 | 0.2% | |
| 12 | 2 | 0.3% | |
| 13 | 4 | 0.7% | |
| 14 | 2 | 0.3% | |
| 15 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 90 | 1 | 0.2% | |
| 85 | 1 | 0.2% | |
| 84 | 1 | 0.2% | |
| 78 | 1 | 0.2% | |
| 75 | 14 | 2.4% | |
| 74 | 4 | 0.7% | |
| 73 | 2 | 0.3% | |
| 72 | 8 | 1.4% | |
| 70 | 9 | 1.5% | |
| 69 | 2 | 0.3% |
Total_Bilirubin
Real number (ℝ≥0)
| Distinct count | 113 |
|---|---|
| Unique (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.298799313893653 |
|---|---|
| Minimum | 0.4 |
| Maximum | 75.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 0.8 |
| median | 1 |
| Q3 | 2.6 |
| 95-th percentile | 16.35 |
| Maximum | 75 |
| Range | 74.6 |
| Interquartile range (IQR) | 1.8 |
Descriptive statistics
| Standard deviation | 6.209521726 |
|---|---|
| Coefficient of variation (CV) | 1.882358136 |
| Kurtosis | 37.16379152 |
| Mean | 3.298799314 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 4.907473994 |
| Sum | 1923.2 |
| Variance | 38.55816007 |
| Value | Count | Frequency (%) | |
| 0.8 | 91 | 15.6% | |
| 0.7 | 77 | 13.2% | |
| 0.9 | 57 | 9.8% | |
| 0.6 | 46 | 7.9% | |
| 1 | 28 | 4.8% | |
| 1.1 | 19 | 3.3% | |
| 1.8 | 14 | 2.4% | |
| 1.4 | 13 | 2.2% | |
| 1.3 | 12 | 2.1% | |
| 1.7 | 11 | 1.9% | |
| 2.7 | 9 | 1.5% | |
| 2 | 8 | 1.4% | |
| 1.2 | 8 | 1.4% | |
| 1.9 | 8 | 1.4% | |
| 1.6 | 8 | 1.4% | |
| 2.2 | 8 | 1.4% | |
| 2.9 | 6 | 1.0% | |
| 2.6 | 5 | 0.9% | |
| 0.5 | 5 | 0.9% | |
| 1.5 | 5 | 0.9% | |
| 5.8 | 5 | 0.9% | |
| 2.4 | 5 | 0.9% | |
| 2.8 | 4 | 0.7% | |
| 3.9 | 4 | 0.7% | |
| 2.1 | 4 | 0.7% | |
| Other values (88) | 123 | 21.1% |
| Value | Count | Frequency (%) | |
| 0.4 | 1 | 0.2% | |
| 0.5 | 5 | 0.9% | |
| 0.6 | 46 | 7.9% | |
| 0.7 | 77 | 13.2% | |
| 0.8 | 91 | 15.6% | |
| 0.9 | 57 | 9.8% | |
| 1 | 28 | 4.8% | |
| 1.1 | 19 | 3.3% | |
| 1.2 | 8 | 1.4% | |
| 1.3 | 12 | 2.1% |
| Value | Count | Frequency (%) | |
| 75 | 1 | 0.2% | |
| 42.8 | 1 | 0.2% | |
| 32.6 | 1 | 0.2% | |
| 30.8 | 1 | 0.2% | |
| 30.5 | 2 | 0.3% | |
| 27.7 | 1 | 0.2% | |
| 27.2 | 1 | 0.2% | |
| 26.3 | 1 | 0.2% | |
| 25 | 1 | 0.2% | |
| 23.3 | 1 | 0.2% |
Direct_Bilirubin
Real number (ℝ≥0)
| Distinct count | 80 |
|---|---|
| Unique (%) | 13.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.486106346483705 |
|---|---|
| Minimum | 0.1 |
| Maximum | 19.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.2 |
| median | 0.3 |
| Q3 | 1.3 |
| 95-th percentile | 8.4 |
| Maximum | 19.7 |
| Range | 19.6 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 2.808497618 |
|---|---|
| Coefficient of variation (CV) | 1.889836232 |
| Kurtosis | 11.35252876 |
| Mean | 1.486106346 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 3.212402862 |
| Sum | 866.4 |
| Variance | 7.887658868 |
| Value | Count | Frequency (%) | |
| 0.2 | 194 | 33.3% | |
| 0.1 | 63 | 10.8% | |
| 0.3 | 51 | 8.7% | |
| 0.8 | 22 | 3.8% | |
| 0.4 | 21 | 3.6% | |
| 0.5 | 20 | 3.4% | |
| 0.6 | 16 | 2.7% | |
| 1 | 13 | 2.2% | |
| 1.3 | 12 | 2.1% | |
| 0.7 | 11 | 1.9% | |
| 1.6 | 11 | 1.9% | |
| 1.2 | 10 | 1.7% | |
| 1.1 | 7 | 1.2% | |
| 0.9 | 7 | 1.2% | |
| 1.4 | 7 | 1.2% | |
| 3.2 | 6 | 1.0% | |
| 1.5 | 6 | 1.0% | |
| 3 | 5 | 0.9% | |
| 2.3 | 5 | 0.9% | |
| 3.6 | 4 | 0.7% | |
| 2.1 | 4 | 0.7% | |
| 2 | 3 | 0.5% | |
| 4 | 3 | 0.5% | |
| 2.7 | 3 | 0.5% | |
| 2.5 | 3 | 0.5% | |
| Other values (55) | 76 | 13.0% |
| Value | Count | Frequency (%) | |
| 0.1 | 63 | 10.8% | |
| 0.2 | 194 | 33.3% | |
| 0.3 | 51 | 8.7% | |
| 0.4 | 21 | 3.6% | |
| 0.5 | 20 | 3.4% | |
| 0.6 | 16 | 2.7% | |
| 0.7 | 11 | 1.9% | |
| 0.8 | 22 | 3.8% | |
| 0.9 | 7 | 1.2% | |
| 1 | 13 | 2.2% |
| Value | Count | Frequency (%) | |
| 19.7 | 1 | 0.2% | |
| 18.3 | 1 | 0.2% | |
| 17.1 | 1 | 0.2% | |
| 14.2 | 1 | 0.2% | |
| 14.1 | 1 | 0.2% | |
| 13.7 | 1 | 0.2% | |
| 12.8 | 1 | 0.2% | |
| 12.6 | 2 | 0.3% | |
| 12.1 | 1 | 0.2% | |
| 11.8 | 2 | 0.3% |
Alkaline_Phosphotase
Real number (ℝ≥0)
| Distinct count | 263 |
|---|---|
| Unique (%) | 45.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 290.57632933104634 |
|---|---|
| Minimum | 63 |
| Maximum | 2110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 63 |
|---|---|
| 5-th percentile | 137 |
| Q1 | 175.5 |
| median | 208 |
| Q3 | 298 |
| 95-th percentile | 698.1 |
| Maximum | 2110 |
| Range | 2047 |
| Interquartile range (IQR) | 122.5 |
Descriptive statistics
| Standard deviation | 242.9379892 |
|---|---|
| Coefficient of variation (CV) | 0.8360556751 |
| Kurtosis | 17.75282846 |
| Mean | 290.5763293 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 3.765106397 |
| Sum | 169406 |
| Variance | 59018.86659 |
| Value | Count | Frequency (%) | |
| 298 | 11 | 1.9% | |
| 198 | 11 | 1.9% | |
| 215 | 11 | 1.9% | |
| 195 | 10 | 1.7% | |
| 180 | 10 | 1.7% | |
| 190 | 10 | 1.7% | |
| 182 | 9 | 1.5% | |
| 145 | 9 | 1.5% | |
| 158 | 9 | 1.5% | |
| 165 | 8 | 1.4% | |
| 218 | 8 | 1.4% | |
| 282 | 8 | 1.4% | |
| 196 | 7 | 1.2% | |
| 188 | 7 | 1.2% | |
| 202 | 7 | 1.2% | |
| 168 | 6 | 1.0% | |
| 192 | 6 | 1.0% | |
| 175 | 6 | 1.0% | |
| 162 | 6 | 1.0% | |
| 310 | 6 | 1.0% | |
| 230 | 6 | 1.0% | |
| 206 | 6 | 1.0% | |
| 205 | 6 | 1.0% | |
| 290 | 6 | 1.0% | |
| 189 | 6 | 1.0% | |
| Other values (238) | 388 | 66.6% |
| Value | Count | Frequency (%) | |
| 63 | 1 | 0.2% | |
| 75 | 1 | 0.2% | |
| 90 | 1 | 0.2% | |
| 92 | 2 | 0.3% | |
| 97 | 1 | 0.2% | |
| 98 | 1 | 0.2% | |
| 100 | 2 | 0.3% | |
| 102 | 1 | 0.2% | |
| 103 | 1 | 0.2% | |
| 105 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2110 | 1 | 0.2% | |
| 1896 | 1 | 0.2% | |
| 1750 | 1 | 0.2% | |
| 1630 | 1 | 0.2% | |
| 1620 | 1 | 0.2% | |
| 1580 | 1 | 0.2% | |
| 1550 | 1 | 0.2% | |
| 1420 | 1 | 0.2% | |
| 1350 | 2 | 0.3% | |
| 1124 | 1 | 0.2% |
Alamine_Aminotransferase
Real number (ℝ≥0)
| Distinct count | 152 |
|---|---|
| Unique (%) | 26.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.71355060034305 |
|---|---|
| Minimum | 10 |
| Maximum | 2000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 23 |
| median | 35 |
| Q3 | 60.5 |
| 95-th percentile | 232 |
| Maximum | 2000 |
| Range | 1990 |
| Interquartile range (IQR) | 37.5 |
Descriptive statistics
| Standard deviation | 182.620356 |
|---|---|
| Coefficient of variation (CV) | 2.26257369 |
| Kurtosis | 50.57944964 |
| Mean | 80.7135506 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 6.549191929 |
| Sum | 47056 |
| Variance | 33350.19444 |
| Value | Count | Frequency (%) | |
| 25 | 25 | 4.3% | |
| 20 | 23 | 3.9% | |
| 22 | 18 | 3.1% | |
| 18 | 17 | 2.9% | |
| 28 | 17 | 2.9% | |
| 21 | 17 | 2.9% | |
| 30 | 15 | 2.6% | |
| 15 | 14 | 2.4% | |
| 48 | 14 | 2.4% | |
| 24 | 13 | 2.2% | |
| 32 | 12 | 2.1% | |
| 31 | 12 | 2.1% | |
| 29 | 12 | 2.1% | |
| 36 | 11 | 1.9% | |
| 50 | 10 | 1.7% | |
| 12 | 10 | 1.7% | |
| 33 | 10 | 1.7% | |
| 26 | 10 | 1.7% | |
| 27 | 9 | 1.5% | |
| 42 | 9 | 1.5% | |
| 23 | 9 | 1.5% | |
| 35 | 9 | 1.5% | |
| 37 | 9 | 1.5% | |
| 40 | 9 | 1.5% | |
| 38 | 8 | 1.4% | |
| Other values (127) | 261 | 44.8% |
| Value | Count | Frequency (%) | |
| 10 | 4 | 0.7% | |
| 11 | 2 | 0.3% | |
| 12 | 10 | 1.7% | |
| 13 | 4 | 0.7% | |
| 14 | 8 | 1.4% | |
| 15 | 14 | 2.4% | |
| 16 | 8 | 1.4% | |
| 17 | 8 | 1.4% | |
| 18 | 17 | 2.9% | |
| 19 | 6 | 1.0% |
| Value | Count | Frequency (%) | |
| 2000 | 1 | 0.2% | |
| 1680 | 1 | 0.2% | |
| 1630 | 1 | 0.2% | |
| 1350 | 1 | 0.2% | |
| 1250 | 2 | 0.3% | |
| 950 | 1 | 0.2% | |
| 875 | 2 | 0.3% | |
| 790 | 1 | 0.2% | |
| 779 | 1 | 0.2% | |
| 622 | 1 | 0.2% |
Aspartate_Aminotransferase
Real number (ℝ≥0)
| Distinct count | 177 |
|---|---|
| Unique (%) | 30.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.91080617495712 |
|---|---|
| Minimum | 10 |
| Maximum | 4929 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 15.1 |
| Q1 | 25 |
| median | 42 |
| Q3 | 87 |
| 95-th percentile | 400.9 |
| Maximum | 4929 |
| Range | 4919 |
| Interquartile range (IQR) | 62 |
Descriptive statistics
| Standard deviation | 288.9185291 |
|---|---|
| Coefficient of variation (CV) | 2.628663542 |
| Kurtosis | 150.9198836 |
| Mean | 109.9108062 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 10.54617722 |
| Sum | 64078 |
| Variance | 83473.91643 |
| Value | Count | Frequency (%) | |
| 23 | 16 | 2.7% | |
| 20 | 14 | 2.4% | |
| 21 | 14 | 2.4% | |
| 30 | 14 | 2.4% | |
| 28 | 13 | 2.2% | |
| 25 | 13 | 2.2% | |
| 22 | 13 | 2.2% | |
| 32 | 12 | 2.1% | |
| 24 | 12 | 2.1% | |
| 34 | 12 | 2.1% | |
| 40 | 11 | 1.9% | |
| 19 | 11 | 1.9% | |
| 15 | 11 | 1.9% | |
| 29 | 11 | 1.9% | |
| 18 | 9 | 1.5% | |
| 42 | 9 | 1.5% | |
| 16 | 9 | 1.5% | |
| 26 | 9 | 1.5% | |
| 58 | 9 | 1.5% | |
| 31 | 8 | 1.4% | |
| 17 | 8 | 1.4% | |
| 35 | 8 | 1.4% | |
| 14 | 8 | 1.4% | |
| 27 | 8 | 1.4% | |
| 33 | 7 | 1.2% | |
| Other values (152) | 314 | 53.9% |
| Value | Count | Frequency (%) | |
| 10 | 1 | 0.2% | |
| 11 | 2 | 0.3% | |
| 12 | 5 | 0.9% | |
| 13 | 3 | 0.5% | |
| 14 | 8 | 1.4% | |
| 15 | 11 | 1.9% | |
| 16 | 9 | 1.5% | |
| 17 | 8 | 1.4% | |
| 18 | 9 | 1.5% | |
| 19 | 11 | 1.9% |
| Value | Count | Frequency (%) | |
| 4929 | 1 | 0.2% | |
| 2946 | 1 | 0.2% | |
| 1600 | 1 | 0.2% | |
| 1500 | 1 | 0.2% | |
| 1050 | 2 | 0.3% | |
| 960 | 1 | 0.2% | |
| 950 | 1 | 0.2% | |
| 850 | 4 | 0.7% | |
| 844 | 1 | 0.2% | |
| 794 | 1 | 0.2% |
Total_Protiens
Real number (ℝ≥0)
| Distinct count | 58 |
|---|---|
| Unique (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.483190394511149 |
|---|---|
| Minimum | 2.7 |
| Maximum | 9.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 4.61 |
| Q1 | 5.8 |
| median | 6.6 |
| Q3 | 7.2 |
| 95-th percentile | 8.1 |
| Maximum | 9.6 |
| Range | 6.9 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.085451484 |
|---|---|
| Coefficient of variation (CV) | 0.167425514 |
| Kurtosis | 0.2330385856 |
| Mean | 6.483190395 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | -0.2856721864 |
| Sum | 3779.7 |
| Variance | 1.178204924 |
| Value | Count | Frequency (%) | |
| 7 | 32 | 5.5% | |
| 6 | 30 | 5.1% | |
| 6.8 | 28 | 4.8% | |
| 6.9 | 25 | 4.3% | |
| 6.2 | 24 | 4.1% | |
| 7.1 | 22 | 3.8% | |
| 7.2 | 21 | 3.6% | |
| 8 | 20 | 3.4% | |
| 6.4 | 18 | 3.1% | |
| 7.3 | 18 | 3.1% | |
| 6.1 | 18 | 3.1% | |
| 5.6 | 18 | 3.1% | |
| 5.5 | 17 | 2.9% | |
| 6.6 | 16 | 2.7% | |
| 6.7 | 15 | 2.6% | |
| 6.5 | 15 | 2.6% | |
| 7.5 | 15 | 2.6% | |
| 7.9 | 14 | 2.4% | |
| 5.8 | 14 | 2.4% | |
| 5.9 | 14 | 2.4% | |
| 6.3 | 14 | 2.4% | |
| 5.4 | 13 | 2.2% | |
| 7.4 | 12 | 2.1% | |
| 5.2 | 12 | 2.1% | |
| 5.7 | 11 | 1.9% | |
| Other values (33) | 127 | 21.8% |
| Value | Count | Frequency (%) | |
| 2.7 | 1 | 0.2% | |
| 2.8 | 1 | 0.2% | |
| 3 | 1 | 0.2% | |
| 3.6 | 3 | 0.5% | |
| 3.7 | 1 | 0.2% | |
| 3.8 | 2 | 0.3% | |
| 3.9 | 2 | 0.3% | |
| 4 | 2 | 0.3% | |
| 4.1 | 2 | 0.3% | |
| 4.3 | 3 | 0.5% |
| Value | Count | Frequency (%) | |
| 9.6 | 1 | 0.2% | |
| 9.5 | 1 | 0.2% | |
| 9.2 | 2 | 0.3% | |
| 8.9 | 1 | 0.2% | |
| 8.7 | 1 | 0.2% | |
| 8.6 | 3 | 0.5% | |
| 8.5 | 5 | 0.9% | |
| 8.4 | 3 | 0.5% | |
| 8.3 | 3 | 0.5% | |
| 8.2 | 8 | 1.4% |
Albumin
Real number (ℝ≥0)
| Distinct count | 40 |
|---|---|
| Unique (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.141852487135506 |
|---|---|
| Minimum | 0.9 |
| Maximum | 5.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 2.6 |
| median | 3.1 |
| Q3 | 3.8 |
| 95-th percentile | 4.39 |
| Maximum | 5.5 |
| Range | 4.6 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.795518806 |
|---|---|
| Coefficient of variation (CV) | 0.253200559 |
| Kurtosis | -0.3879048072 |
| Mean | 3.141852487 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -0.04368472855 |
| Sum | 1831.7 |
| Variance | 0.6328501706 |
| Value | Count | Frequency (%) | |
| 3 | 45 | 7.7% | |
| 4 | 37 | 6.3% | |
| 2.9 | 29 | 5.0% | |
| 3.1 | 28 | 4.8% | |
| 3.2 | 26 | 4.5% | |
| 3.9 | 25 | 4.3% | |
| 2.7 | 24 | 4.1% | |
| 2.5 | 24 | 4.1% | |
| 3.5 | 23 | 3.9% | |
| 3.4 | 21 | 3.6% | |
| 2 | 21 | 3.6% | |
| 2.6 | 21 | 3.6% | |
| 3.3 | 21 | 3.6% | |
| 3.7 | 21 | 3.6% | |
| 2.8 | 18 | 3.1% | |
| 3.6 | 18 | 3.1% | |
| 2.4 | 17 | 2.9% | |
| 4.1 | 16 | 2.7% | |
| 3.8 | 15 | 2.6% | |
| 4.3 | 14 | 2.4% | |
| 2.1 | 14 | 2.4% | |
| 2.3 | 12 | 2.1% | |
| 4.2 | 12 | 2.1% | |
| 1.8 | 12 | 2.1% | |
| 2.2 | 12 | 2.1% | |
| Other values (15) | 57 | 9.8% |
| Value | Count | Frequency (%) | |
| 0.9 | 2 | 0.3% | |
| 1 | 1 | 0.2% | |
| 1.4 | 3 | 0.5% | |
| 1.5 | 3 | 0.5% | |
| 1.6 | 8 | 1.4% | |
| 1.7 | 3 | 0.5% | |
| 1.8 | 12 | 2.1% | |
| 1.9 | 7 | 1.2% | |
| 2 | 21 | 3.6% | |
| 2.1 | 14 | 2.4% |
| Value | Count | Frequency (%) | |
| 5.5 | 2 | 0.3% | |
| 5 | 1 | 0.2% | |
| 4.9 | 4 | 0.7% | |
| 4.8 | 2 | 0.3% | |
| 4.7 | 3 | 0.5% | |
| 4.6 | 4 | 0.7% | |
| 4.5 | 6 | 1.0% | |
| 4.4 | 8 | 1.4% | |
| 4.3 | 14 | 2.4% | |
| 4.2 | 12 | 2.1% |
Albumin_and_Globulin_Ratio
Real number (ℝ≥0)
| Distinct count | 69 |
|---|---|
| Unique (%) | 11.9% |
| Missing | 4 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9470639032815199 |
|---|---|
| Minimum | 0.3 |
| Maximum | 2.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 0.93 |
| Q3 | 1.1 |
| 95-th percentile | 1.5 |
| Maximum | 2.8 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.3195921077 |
|---|---|
| Coefficient of variation (CV) | 0.337455695 |
| Kurtosis | 3.281899825 |
| Mean | 0.9470639033 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | 0.992299448 |
| Sum | 548.35 |
| Variance | 0.1021391153 |
| Value | Count | Frequency (%) | |
| 1 | 106 | 18.2% | |
| 0.8 | 65 | 11.1% | |
| 0.9 | 59 | 10.1% | |
| 0.7 | 53 | 9.1% | |
| 1.1 | 46 | 7.9% | |
| 1.2 | 35 | 6.0% | |
| 0.6 | 31 | 5.3% | |
| 0.5 | 29 | 5.0% | |
| 1.3 | 25 | 4.3% | |
| 1.4 | 17 | 2.9% | |
| 0.4 | 14 | 2.4% | |
| 1.5 | 10 | 1.7% | |
| 1.6 | 5 | 0.9% | |
| 1.7 | 4 | 0.7% | |
| 0.3 | 4 | 0.7% | |
| 0.75 | 4 | 0.7% | |
| 0.96 | 3 | 0.5% | |
| 1.38 | 3 | 0.5% | |
| 1.8 | 3 | 0.5% | |
| 0.47 | 2 | 0.3% | |
| 0.92 | 2 | 0.3% | |
| 1.16 | 2 | 0.3% | |
| 0.52 | 2 | 0.3% | |
| 0.76 | 2 | 0.3% | |
| 0.93 | 2 | 0.3% | |
| Other values (44) | 51 | 8.7% | |
| (Missing) | 4 | 0.7% |
| Value | Count | Frequency (%) | |
| 0.3 | 4 | 0.7% | |
| 0.35 | 1 | 0.2% | |
| 0.37 | 1 | 0.2% | |
| 0.39 | 1 | 0.2% | |
| 0.4 | 14 | 2.4% | |
| 0.45 | 1 | 0.2% | |
| 0.46 | 1 | 0.2% | |
| 0.47 | 2 | 0.3% | |
| 0.48 | 1 | 0.2% | |
| 0.5 | 29 | 5.0% |
| Value | Count | Frequency (%) | |
| 2.8 | 1 | 0.2% | |
| 2.5 | 2 | 0.3% | |
| 1.9 | 1 | 0.2% | |
| 1.85 | 2 | 0.3% | |
| 1.8 | 3 | 0.5% | |
| 1.72 | 1 | 0.2% | |
| 1.7 | 4 | 0.7% | |
| 1.66 | 1 | 0.2% | |
| 1.6 | 5 | 0.9% | |
| 1.58 | 2 | 0.3% |
Dataset
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.7 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 416 | 71.4% | |
| No | 167 | 28.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Age | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Aspartate_Aminotransferase | Total_Protiens | Albumin | Albumin_and_Globulin_Ratio | Dataset | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 65 | 0.7 | 0.1 | 187 | 16 | 18 | 6.8 | 3.3 | 0.90 | Yes |
| 1 | 62 | 10.9 | 5.5 | 699 | 64 | 100 | 7.5 | 3.2 | 0.74 | Yes |
| 2 | 62 | 7.3 | 4.1 | 490 | 60 | 68 | 7.0 | 3.3 | 0.89 | Yes |
| 3 | 58 | 1.0 | 0.4 | 182 | 14 | 20 | 6.8 | 3.4 | 1.00 | Yes |
| 4 | 72 | 3.9 | 2.0 | 195 | 27 | 59 | 7.3 | 2.4 | 0.40 | Yes |
| 5 | 46 | 1.8 | 0.7 | 208 | 19 | 14 | 7.6 | 4.4 | 1.30 | Yes |
| 6 | 26 | 0.9 | 0.2 | 154 | 16 | 12 | 7.0 | 3.5 | 1.00 | Yes |
| 7 | 29 | 0.9 | 0.3 | 202 | 14 | 11 | 6.7 | 3.6 | 1.10 | Yes |
| 8 | 17 | 0.9 | 0.3 | 202 | 22 | 19 | 7.4 | 4.1 | 1.20 | No |
| 9 | 55 | 0.7 | 0.2 | 290 | 53 | 58 | 6.8 | 3.4 | 1.00 | Yes |
Last rows
| Age | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Aspartate_Aminotransferase | Total_Protiens | Albumin | Albumin_and_Globulin_Ratio | Dataset | |
|---|---|---|---|---|---|---|---|---|---|---|
| 573 | 32 | 3.7 | 1.6 | 612 | 50 | 88 | 6.2 | 1.9 | 0.40 | Yes |
| 574 | 32 | 12.1 | 6.0 | 515 | 48 | 92 | 6.6 | 2.4 | 0.50 | Yes |
| 575 | 32 | 25.0 | 13.7 | 560 | 41 | 88 | 7.9 | 2.5 | 2.50 | Yes |
| 576 | 32 | 15.0 | 8.2 | 289 | 58 | 80 | 5.3 | 2.2 | 0.70 | Yes |
| 577 | 32 | 12.7 | 8.4 | 190 | 28 | 47 | 5.4 | 2.6 | 0.90 | Yes |
| 578 | 60 | 0.5 | 0.1 | 500 | 20 | 34 | 5.9 | 1.6 | 0.37 | No |
| 579 | 40 | 0.6 | 0.1 | 98 | 35 | 31 | 6.0 | 3.2 | 1.10 | Yes |
| 580 | 52 | 0.8 | 0.2 | 245 | 48 | 49 | 6.4 | 3.2 | 1.00 | Yes |
| 581 | 31 | 1.3 | 0.5 | 184 | 29 | 32 | 6.8 | 3.4 | 1.00 | Yes |
| 582 | 38 | 1.0 | 0.3 | 216 | 21 | 24 | 7.3 | 4.4 | 1.50 | No |
Most frequent
| Age | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Aspartate_Aminotransferase | Total_Protiens | Albumin | Albumin_and_Globulin_Ratio | Dataset | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 18 | 0.8 | 0.2 | 282 | 72 | 140 | 5.5 | 2.5 | 0.80 | Yes | 2 |
| 1 | 30 | 1.6 | 0.4 | 332 | 84 | 139 | 5.6 | 2.7 | 0.90 | Yes | 2 |
| 2 | 31 | 0.6 | 0.1 | 175 | 48 | 34 | 6.0 | 3.7 | 1.60 | Yes | 2 |
| 3 | 34 | 4.1 | 2.0 | 289 | 875 | 731 | 5.0 | 2.7 | 1.10 | Yes | 2 |
| 4 | 36 | 0.8 | 0.2 | 158 | 29 | 39 | 6.0 | 2.2 | 0.50 | No | 2 |
| 5 | 36 | 5.3 | 2.3 | 145 | 32 | 92 | 5.1 | 2.6 | 1.00 | No | 2 |
| 6 | 38 | 2.6 | 1.2 | 410 | 59 | 57 | 5.6 | 3.0 | 0.80 | No | 2 |
| 7 | 39 | 1.9 | 0.9 | 180 | 42 | 62 | 7.4 | 4.3 | 1.38 | Yes | 2 |
| 8 | 40 | 0.9 | 0.3 | 293 | 232 | 245 | 6.8 | 3.1 | 0.80 | Yes | 2 |
| 9 | 42 | 8.9 | 4.5 | 272 | 31 | 61 | 5.8 | 2.0 | 0.50 | Yes | 2 |